{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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fp3t/F/jrIvI7U3X+BPhbb5LZqanotSQyyYUHx5ODzfk4z3I9P3Z3p9kdJ5C3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NTPvbg91+H1as7ncPWyx+beKNWdmHBt0VUpAu4gZ4Wbf9uqUIxOXN3/V8Ns9oG/tzsfPZMw+x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\nwRZDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f08e5a63a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import skimage\n",
    "import vgg16\n",
    "import utils\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "img1 = utils.load_image(\"./test_data/dog.png\")\n",
    "\n",
    "print img1.shape\n",
    "\n",
    "\n",
    "batch = img1.reshape((1, 224, 224, 3))\n",
    "\n",
    "#plot the image\n",
    "\n",
    "imgshow1=plt.imshow(img1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# imgshow2=plt.imshow(img2)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/wli/DeepLearningCourseCodes/course_example_vgg/vgg16.npy\n",
      "npy file loaded\n",
      "build model started\n",
      "build model finished: 0s\n",
      "162\n",
      "167\n",
      "166\n",
      "164\n",
      "241\n",
      "(1, 112, 112, 64)\n",
      "(1, 56, 56, 256)\n"
     ]
    }
   ],
   "source": [
    "# with tf.Session(config=tf.ConfigProto(gpu_options=(tf.GPUOptions(per_process_gpu_memory_fraction=0.7)))) as sess:\n",
    "with tf.device('/cpu:0'):\n",
    "    with tf.Session() as sess:\n",
    "        images = tf.placeholder(\"float\", [1, 224, 224, 3])\n",
    "        feed_dict = {images: batch}\n",
    "\n",
    "        vgg = vgg16.Vgg16()\n",
    "        with tf.name_scope(\"content_vgg\"):\n",
    "            vgg.build(images)\n",
    "\n",
    "        prob = sess.run(vgg.prob, feed_dict=feed_dict)\n",
    "        top5 = np.argsort(prob[0])[-1:-6:-1]\n",
    "        for n, label in enumerate(top5):\n",
    "            print label\n",
    "        pool1 = sess.run(vgg.pool1, feed_dict=feed_dict)\n",
    "        print pool1.shape\n",
    "        conv3_3=sess.run(vgg.conv3_3, feed_dict=feed_dict)\n",
    "        print conv3_3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/wli/DeepLearningCourseCodes/course_example_vgg/vgg16.npy\n",
      "npy file loaded\n",
      "['conv5_1', 'fc6', 'conv5_3', 'fc7', 'fc8', 'conv5_2', 'conv4_1', 'conv4_2', 'conv4_3', 'conv3_3', 'conv3_2', 'conv3_1', 'conv1_1', 'conv1_2', 'conv2_2', 'conv2_1']\n",
      "filter_conv1 (3, 3, 3, 64)\n",
      "filter_conv3 (3, 3, 256, 256)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tf.Tensor 'Print_1:0' shape=(3, 3, 3, 5) dtype=float32>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#now let's plot the model filters\n",
    "vgg = vgg16.Vgg16()\n",
    "\n",
    "#get the saved parameter dict keys\n",
    "print vgg.data_dict.keys()\n",
    "\n",
    "#show the first conv layer\n",
    "filter_conv1=vgg.get_conv_filter(\"conv1_1\")\n",
    "print 'filter_conv1', filter_conv1.shape\n",
    "\n",
    "tf.Print(filter_conv1[:,:,:,:5],[filter_conv1[:,:,:,:5]])\n",
    "\n",
    "filter_conv3=vgg.get_conv_filter(\"conv3_3\")\n",
    "print 'filter_conv3', filter_conv3.shape\n",
    "\n",
    "tf.Print(filter_conv3[:,:,:3,:5],[filter_conv3[:,:,:3,:5]])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
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